Vibe CFO

How we know the number is right.

In finance, plausible but wrong is not a bug. It is the end of the product. So we do not ask a language model to be right about your money. We build the layer underneath it so that being right is not a matter of luck.

Does EVA generate the numbers, or query them?

EVA queries them. She translates a question into a query against your data and never authors a figure. Every number you see came out of your database, the same one your accountant works from. If a figure looks wrong, it is a data or refresh question rather than a model question, and it is answerable.

How often is the data reconciled?

Every integration is checked back against its source system on every refresh, not once at build time. Reconciliation runs as part of the pipeline, so drift surfaces as an alert rather than as a wrong number in a board pack six weeks later.

Do follow-up questions stay as accurate as the first one?

Yes, because every turn is a fresh query against the same reconciled data. Depth is what makes a follow-up possible and reconciliation is what makes it worth trusting. If something in turn four looks off, you trace it exactly the way you would trace turn one.

Can you tell where each figure in a blended answer came from?

Yes. Blended answers keep their lineage. The revenue figure traces back to Xero, the WIP figure traces back to simPRO, and the join between them is a resolved entity you can inspect rather than a guess the model made.

What happens when a report is published?

It stops being conversational and becomes a stored query. Pin a visual and the AI leaves the loop. From that point the report behaves like a Power BI tile or an Excel formula. It changes when your data changes, and not otherwise.

How does this hold up across hundreds of client entities?

Automated tests run in CI across every integration. Multi-entity queries are rewritten and validated for consolidations and intercompany eliminations. Getting one org right is a demo. This is the machinery for getting hundreds right without anyone watching.

Deep underneath. Simple on top.

Purpose-built ETL sounds like a project. It is not. Most connections are live in under five minutes, and you only connect the systems you actually run, not all of them. If your stack has something unusual in it, we will tell you straight away whether we already reach it. Anything with an API is on the table.

Anyone can generate an answer. Almost nobody can maintain a world correct enough to answer from.

Both paths lead to the same 14-Day Guided Start. The demo just comes first.